Evidence map›Paper›PMID 41331467›Full record

ArticleBMC medical education2025

The relationship between digital literacy, perceived usefulness, and learning satisfaction among medical students in blended learning: the mediating role of learning engagement.

Lin Ai, Teoh Sian Hoon, Qiumei Wang, Syamsul Nor Azlan Mohamad

Abstract read
In one paragraph

Article in BMC medical education, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Lin AiYoujiang Medical University for Nationalities, Baise, China.
Teoh Sian HoonUniversiti Teknologi MARA (UiTM), Shah Alam, Selangor, Malaysia.
Qiumei WangYoujiang Medical University for Nationalities, Baise, China. wanginchina@hotmail.com.
Syamsul Nor Azlan MohamadUniversiti Teknologi MARA (UiTM), Shah Alam, Selangor, Malaysia. syams9211@uitm.edu.my.

Funding

Academy of the Sense of Community for the Chinese Nation of Guangxi 2024GXMGY0101Middle-aged and Young Teachers' Basic Ability Promotion Project of Guangxi 23KY0546Self-Funded Project of the Science Research and Technology Development Plan Project of Baise 20232023Undergraduate Teaching Reform Project of Guangxi Higher Education 2023JGB319
6 · The paper itself

Abstract

backgroundBlended learning is being increasingly adopted in higher education in China; however, ensuring high learning satisfaction remains a challenge. Understanding the interplay among students' technology perceptions, skills, and engagement is crucial for optimizing this mode of learning. This study investigated the structural relationships between perceived usefulness, digital literacy, learning engagement, and learning satisfaction among medical students in China.

methodA cross-sectional survey was conducted with 292 undergraduate medical students randomly selected from four universities in Guangxi, China. Data were analyzed using SPSS and partial least squares structural equation modeling (PLS-SEM).

resultsPerceived usefulness exerted an extremely strong direct effect on learning satisfaction and a moderate indirect effect through engagement. Digital literacy strongly predicted engagement and exhibited a small direct association with satisfaction. Engagement exerted a small to moderate effect on satisfaction and partially mediated both relationships. The model explains 73.1% of the variance in satisfaction. Importance-performance analysis showed that perceived usefulness was both highly important and well-performing, while digital literacy showed moderate importance but consistently high performance. Learning engagement showed relatively lower importance and performance.

conclusionPerceived usefulness is central to medical students' satisfaction with blended learning, whereas digital literacy contributes primarily to fostering stronger learning engagement. Targeted efforts to build students' digital competencies and demonstrate the academic and clinical value of blended courses may help improve blended medical education in comparable settings.

Indexed as

Computer LiteracyEducation, Medical, UndergraduateLearningPersonal SatisfactionStudents, MedicalAdultChinaCross-Sectional StudiesFemaleHumansMaleSurveys and QuestionnairesYoung AdultBlended learningDigital literacyLearning engagementLearning satisfactionMedical educationPerceived usefulness

Identifiers

PMID41331467
PMCPMC12777494

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.